|Publication number||US8705151 B2|
|Application number||US 10/818,622|
|Publication date||22 Apr 2014|
|Filing date||5 Apr 2004|
|Priority date||5 Apr 2004|
|Also published as||CN1943250A, US8854707, US20050219364, US20050219365, WO2005101856A1|
|Publication number||10818622, 818622, US 8705151 B2, US 8705151B2, US-B2-8705151, US8705151 B2, US8705151B2|
|Inventors||Jeffrey M. Dicarlo|
|Original Assignee||Hewlett-Packard Development Company, L.P.|
|Export Citation||BiBTeX, EndNote, RefMan|
|Patent Citations (50), Non-Patent Citations (12), Referenced by (1), Classifications (13), Legal Events (2)|
|External Links: USPTO, USPTO Assignment, Espacenet|
Aspects of the disclosure relate to imaging device calibration methods, imaging device calibration instruments, imaging devices, and articles of manufacture.
Imaging systems of various designs have been used extensively for generating images. Exemplary imaging systems include copiers, scanners, cameras, and more recently digital cameras, and other devices capable of generating images. Color imaging systems have also experienced significant improvements and are increasing in popularity. Color imaging systems may be calibrated to increase accuracy of various image processing algorithms (e.g., illuminant estimation, color correction, etc.), and also to increase the color accuracy of final reproductions.
For example, even identically configured imaging systems may vary from one another due to product tolerances or design variances. Referring to
One color calibration technique uses reflective charts. Reflective charts can be utilized to calibrate a camera quickly and they are relatively inexpensive. However, calibrations implemented using reflective charts may not be accurate enough for utilization with cameras. Monochromators, on the other hand, can produce very accurate calibrations of color imaging systems including cameras. However, the calibration procedure with monochromators may take a relatively long period of time to complete and the devices are expensive.
At least some aspects of disclosure are related to improved calibration systems and methods.
According to some aspects, exemplary imaging device calibration methods, imaging device calibration instruments, imaging devices, and articles of manufacture are described.
According to one embodiment, an imaging device calibration method includes emitting light for use in calibration of an imaging device, providing an emission characteristic of the light, sensing the light using an image sensor of the imaging device, generating sensor data indicative of the sensing using the image sensor, and determining at least one optical characteristic of the imaging device using the generated sensor data and the emission characteristic for use in calibration of the imaging device, and wherein the at least one optical characteristic corresponds to the image device used to sense the light.
According to another embodiment, an imaging device calibration instrument comprises a light source configured to emit light having a plurality of different spectral power distributions, an optical interface configured to provide the light to an imaging device to be calibrated using the imaging device calibration instrument, and processing circuitry configured to automatically control the emission of light from the light source to permit the calibration of the imaging device.
Other embodiments are described as is apparent from the following discussion.
At least some aspects of the disclosure provide apparatus and methods which enable fast and accurate calibration of an imaging device. In one embodiment, optical characteristics such as a responsivity function and/or a transduction function of an imaging device may be measured to determine how the associated imaging device responds to input light signals. The determined optical characteristics may be utilized to calibrate the respective imaging device. According to exemplary implementations, emissive light sources as opposed to reflective arrangements are used to determine the optical characteristics and which enable real time fast and relatively inexpensive calibration of an imaging device (e.g., on an assembly line).
In at least one embodiment, calibration instrument 12 is used to provide calibration data which may be utilized to calibrate imaging device 14. In at least some embodiments described herein, calibration instrument 12 may operate in conjunction with imaging device 14 to provide the calibration data. Calibration data includes optical characteristics such as responsivity and/or transduction functions of the respective imaging device 14 in exemplary embodiments. The calibration data may be utilized to calibrate the individual respective device 14 used to obtain the calibration data. For example, image processing algorithms of imaging device 14 may be tailored to improve imaging operations thereof including the ability of imaging device 14 to produce pleasing and faithful images of captured scenes.
Imaging device 14 comprises a color digital camera in the illustrated system. Other configurations of imaging device 14 configured to generate image data responsive to received images are possible (e.g., scanner, color copier, color multiple function peripheral, etc.).
Referring again to calibration instrument 12, the depicted exemplary embodiment includes a light source 20, a light randomizer 22, and an optical diffuser 24. For ease of discussion, exemplary components 20, 22, 24 are shown in exploded view. In typical implementations of calibration instrument 12, components 20, 22, 24 are sealed with respect to one another to prevent the introduction of ambient light into instrument 12. Processing circuitry of calibration instrument 12 may also be provided to control calibration operations as is discussed below with respect to the exemplary circuitry of
Light source 20 may be embodied in different configurations in different embodiments of calibration instrument 12. Further, light source 20 may be controlled in different embodiments to emit different light simultaneously and/or sequentially. Different light comprises light having different emission characteristics, such as different wavelengths, intensities or spectral power distributions.
For example, the depicted configuration of light source 20 comprises a plurality of regions 26 which are individually configured to emit light having different wavelengths and/or intensities compared with other regions 26. Accordingly, the light of at least some of regions 26 may be both spatially and spectrally separated from light of other regions 26 in the embodiment of calibration instrument 12 in
Individual ones of the regions 26 may comprise one or more light emitting device (not shown). Exemplary light emitting devices include narrow-band devices which provide increased accuracy compared with broad-band reflective patches. Light emitting devices of regions 26 include light emitting diodes (LEDs) and lasers in exemplary embodiments. Other configurations of light emitting devices of regions 26 may be utilized. In one example, individual regions 26 comprise a 3×3 square of light emitting devices configured to emit light of the same wavelength and intensity.
In the depicted exemplary embodiment, light randomizer 22 comprises a plurality of hollow tubes corresponding to respective ones of regions 26 of light source 20. Light randomizer 22 is configured to present substantially uniform light for individual ones of regions 26 to diffuser 24 in the described configuration. Internal surfaces of the tubes of light randomizer may have a relatively bright white matte surface. Other configurations of light randomizer 22 are possible. For example, light randomizer 22 may comprise a single hollow tube in at least one other embodiment of instrument 12 having a single light emitting region described below.
Optical diffuser 24 comprises an optical interface 27 configured to present substantially uniform light for individual ones of regions 26 (and respective regions 28 of optical interface 27 discussed below) to imaging device 14 for use in calibration operations. Other configurations of optical interface 27 apart from the illustrated optical diffuser 24 may be utilized to output light to imaging device 14. An exemplary optical diffuser 24 comprises a translucent acrylic member. The illustrated exemplary optical diffuser 24 is configured to output light corresponding to light emitted by light source 20. For example, the exemplary depicted optical interface 27 comprises a plurality of regions 28 corresponding to respective regions 26 of light source 20. In other embodiments, more or less regions 28 may be provided corresponding to the provided number of regions 26 of light source 20. In at least one embodiment, optical randomizer 22 and diffuser 24 provide different light corresponding to respective ones of regions 28 and for individual ones of the regions 28, the respective light is substantially uniform throughout the area of the respective region 28. In other possible implementations, another optical diffuser may be implemented intermediate light source 20 and light randomizer 22 or within light randomizer 22.
In one embodiment, light randomizer 22 comprises plural aluminum substantially square tubes corresponding to regions 26 of light source 20. The tubes may individually have a length of 2.5 inches between source 20 and interface 27 and square dimensions of 1 inch by 1 inch. The interior surfaces of the tubes may be coated with a white coating such as OP.DI.MA material having part number ODMO1-FO1 available from Gigahertz-Optik. Diffuser 24 may comprise a plurality of pieces of white translucent acrylic material having part number 020-4 available from Cyro Industries with dimensions of 1 inch by 1 inch comprising individual ones of regions 28 and individually having a thickness of ⅛ inch. Other configurations or embodiments are possible.
Communications interface 32 is configured to establish communications of calibration instrument 12 with respect to external devices. Exemplary configurations of communications interface 32 include a USB port, serial or parallel connection, IR interface, wireless interface, or any other arrangement capable of uni or bi-directional communications. Any appropriate data may be communicated using communications interface 32. For example, as described below, communications interface 32 may be utilized to communicate one or more emission characteristic of light source 20 and/or one or more determined optical characteristics of the respective imaging device 14 to be calibrated.
In one embodiment, processing circuitry 34 may comprise circuitry configured to implement desired programming. For example, processing circuitry 34 may be implemented as a processor or other structure configured to execute executable instructions including, for example, software and/or firmware instructions. Other exemplary embodiments of processing circuitry include hardware logic, PGA, FPGA, ASIC, state machines, and/or other structures. These examples of processing circuitry 34 are for illustration and other configurations are possible.
Processing circuitry 34 may be utilized to control operations of calibration instrument 12. In one embodiment, processing circuitry 34 is configured to automatically control the timing of emission of light from the instrument 12 (e.g., control the timing to simultaneously and/or sequentially emit light having different wavelengths and/or intensities from instrument 12). In one embodiment, processing circuitry 34 may automatically control the timing and the emission of the light without user intervention.
Storage circuitry 36 is configured to store electronic data and/or programming such as executable instructions (e.g., software and/or firmware), calibration data, or other digital information and may include processor-usable media. In addition to the calibration data described above, additional exemplary calibration data may include one or more emission characteristics of light emitted using optical interface 27 of calibration instrument 12. As discussed below, exemplary emission characteristics include spectral power distributions (SPDs) of light emitted at optical interface 27 according to one embodiment. Spectral power distributions include emission characteristics including wavelengths of the emitted light and associated intensities of the light for the respective wavelengths of light.
Processor-usable media includes any article of manufacture which can contain, store, or maintain programming, data and/or digital information for use by or in connection with an instruction execution system including processing circuitry in the exemplary embodiment. For example, exemplary processor-usable media may include any one of physical media such as electronic, magnetic, optical, electromagnetic, infrared or semiconductor media. Some more specific examples of processor-usable media include, but are not limited to, a portable magnetic computer diskette, such as a floppy diskette, zip disk, hard drive, random access memory, read only memory, flash memory, cache memory, and/or other configurations capable of storing programming, data, or other digital information.
Light source 20 may be configured in exemplary arrangements as described above. For example, light source 20 may be configured to emit light of different wavelengths and/or intensities in one embodiment. The different wavelengths and/or intensities may be defined by a plurality of regions 26 as described above. In another embodiment, light source 20 is configured to emit light of a substantially constant wavelength and/or intensity and a plurality of spatially separated filters positioned downstream of light source 20 and corresponding to regions 26 may be utilized to provide light of any different desired wavelengths and/or intensities. In another embodiment described below, light source 20 may be configured to sequentially emit different light using a single region. Other arrangements are possible.
Light sensor 38 is optically coupled with light source 20 and is configured to receive emitted light therefrom. In one example, light sensor 38 is implemented as a photodiode although other configurations are possible. One or more light sensor 38 may be positioned within light randomizer 24 in some embodiments (e.g., one light sensor 38 may be positioned in light randomizer 22 implemented as a single hollow tube in one exemplary configuration described herein). In other arrangements having plural regions 26, light sensor 38 may be optically coupled via an appropriate light pipe (not shown) or other configuration with the regions 26 and corresponding to emitted light having different wavelengths and/or intensities.
Light sensor 38 is configured to monitor emitted light for calibration purposes of calibration instrument 12 in one arrangement. For example, at least some configurations of light source 20 may provide light which drifts in wavelength and/or intensity over time. Light sensor 38 may be utilized to monitor the light and indicate to a user that instrument 12 is out of calibration and service is desired. For example, calibration instrument 12 may be considered to be out of calibration if intensities of different wavelengths of light vary with respect to one another. Exemplary recalibration of calibration instrument 12 may include re-determining the emission characteristics (e.g., spectral power distributions) of light emitted from the optical interface 27.
In one embodiment, processing circuitry 40 may be embodied similar to processing circuitry 34 described above and comprise circuitry configured to implement desired programming. Other exemplary embodiments of processing circuitry include different and/or alternative hardware to control operations of imaging device 14 (e.g., control strobe 44, optics 50, data acquisition and storage, processing of image data, communications with external devices, and any other desired operations). These examples of processing circuitry 40 are for illustration and other configurations are possible.
Storage circuitry 42 is configured to store electronic data (e.g., image data) and/or programming such as executable instructions (e.g., software and/or firmware), or other digital information and may include processor-usable media similar to the above-described storage circuitry 36 in at least one embodiment.
Strobe 44 comprises a light source configured to provide light for usage in imaging of operations. Processing circuitry 40 controls operation of strobe 44 in the described embodiment. Strobe 44 may be disabled, utilized alone or in conjunction with other external sources of light (not shown).
Image sensor 46 is configured to provide raw image data of a plurality of raw images. The raw image data comprises digital data corresponding to a plurality of pixels of the raw images formed by image sensor 46. For example, the raw images comprise bytes corresponding to the colors of red, green and blue at respective pixels in an exemplary RGB application. Other embodiments may utilize or provide other color information. Image sensor 46 may comprise a plurality of photosensitive elements, such as photodiodes, corresponding to the pixels and configured to provide the raw digital data usable for generating images. For example, image sensor 46 may comprise a raster of photosensitive elements (also referred to as pixel elements) arranged in 1600 columns by 1280 rows in one possible configuration. Other raster configurations are possible. Photosensitive elements may individually comprise charge coupled devices (CCDs) or CMOS devices in exemplary configurations. In one specific example, image sensor 46 may utilize X3 technology in sensor arrangements available from Foveon, Inc.
Filter 48 is provided upstream of image sensor 46 to implement any desired filtering of light received by imaging device 14 prior to sensing by image sensor 46. For example, in one embodiment, filter 48 may remove infrared light received by imaging device 14.
Optics 50 includes appropriate lens and an aperture configured to focus and direct received light for creation of images using image sensor 46. Appropriate motors (not shown) may be controlled by processing circuitry 40 to implement desired manipulation of optics 50 in one embodiment.
Communications interface 52 is configured to establish communications of imaging device 14 with respect to external devices (e.g., calibration instrument 12). Exemplary configurations of communications interface 52 include a USB port, serial or parallel connection, IR interface, wireless interface, or any other arrangement capable of uni or bi-directional communications. Communications interface 52 may be configured to couple with and exchange any appropriate data with communications interface 32 of calibration instrument 12 or other external device. For example, communications interface 52 may be utilized to receive one or more emission characteristic of light source 20 and/or one or more determined optical characteristic of the respective imaging device 14. Further, interface 52 may output sensor data generated by image sensor 46 and which may be used to implement image processing operations including determination of optical characteristics of imaging device 14 as described below.
In the illustrated configuration, optical interface 27 includes plural rows 60 of colored regions and a single row 62 of white regions. More, less or regions of other wavelengths and/or intensities may be provided in other embodiments of optical interface 27.
Colored region rows 60 provide plural regions 28 of light having different wavelengths. For example, in the depicted embodiment, rows 60 include regions 28 sequentially increasing in wavelength at increments of 25 nm from ultraviolet light (375 nm) to infrared light (725 nm) providing light which is spectrally and spatially separated. In the illustrated example, row 62 comprises a plurality of regions W1-W5 of the same relative spectral power distribution and which increase in intensity. The relative intensity of the white patches may be 0.01, 0.03, 0.10, 0.30, and 1 for respective ones of regions W1-W5.
According to the exemplary embodiment of
In one embodiment, the regions 28 of
In this example, the drive currents may be constant for the light emitting devices of all of the regions 28 for rows 60 (e.g., 18-20 mA) and the number of light emitting devices per region 28 are varied according to: (1) 4, (2) 1, (3) 14, (4) 2, (5) 4, (6) 3, (7) 1, (8) 27, (9) 3, (10) 2, (11) 1, (12) 2, (13) 2, (14) 2, and (15) 1. The number of light emitting devices for individual ones of the regions 28 of row 62 may be the same (e.g., four) and the following exemplary drive currents may be used: 0.2, 0.6, 2, 6 and 20 mA for respective ones W1-W5 of region 28. The above example is for illustration and other configurations or variations are possible.
As described further below, utilization of optical interface 27 shown in
Provision of light of different wavelengths by calibration instrument 12 may be utilized to determine a responsivity function of imaging device 14. In the embodiment of optical interface 27 illustrated in
As mentioned above, the number of light emitting devices of source 20 may be varied for individual regions 26 to provide different intensities. In another embodiment, the number of light emitting devices may be the same for individual regions 26 and the drive currents of the light emitting devices of the respective regions 26 may be varied to provide desired intensities. Other arrangements may be used to provide desired spectral power distributions. In one embodiment, the intensities may be selected to approximate the exemplary spectral power distributions depicted in
Further, the spectral power distribution of light emitted at optical interface 27 using the drive currents may be determined following calibration of instrument 12. In one example, the spectral power distribution of light emitted at optical interface 27 may be measured using a spectral radiometer. The measured spectral power distribution of calibration instrument 12 may be stored as an emission characteristic of calibration instrument 12 using storage circuitry 36 or other appropriate circuitry and subsequently utilized during calibration operations of one or more imaging device 14. New drive currents and/or spectral power distributions may be determined during recalibration of instrument 12.
Emission characteristics may also be provided and stored for individual regions 28 of row 62. As mentioned previously, at least some of the regions 28 may be configured to vary intensity of light for a given wavelength of light (e.g., the regions of row 62). Data regarding the intensities of light corresponding to regions 28 may be stored as an emission characteristic for subsequent usage in calibration of one or more imaging device 14. The intensity data may also be extracted from the spectral power distributions of light from regions 28 within row 62.
At a step S1, an embodiment of calibration instrument 12 having a light source is provided along with at least one emission characteristic of light emitted from the light source.
At a step S2, the imaging device 14 to be calibrated is aligned with calibration instrument 12.
At a step S3, image sensor 46 of imaging device 14 is exposed to light emitted from the light source.
At a step S4, image sensor 46 senses the light and generates sensor data which is indicative of the sensing by the image sensor 46.
At a step S5, appropriate processing circuitry determines an optical characteristic of imaging device 14 using the emission characteristic and the sensor data. The optical characteristic may be utilized to calibrate imaging device 14. The exemplary method of
At a step S10, the imaging device to be calibrated is brought into alignment to receive light emitted from the optical interface of the calibration instrument 12. Once aligned, the light source 20 of calibration instrument 12 is controlled to emit light at regions 28 of optical interface 27. Imaging device 14 is configured to provide the optical interface 27 into focus and to expose the image sensor 46 to light from calibration instrument 12 (e.g., takes a photograph) to receive the light emitted from optical interface 27.
At a step S12, sensor data is generated by image sensor 46 responsive to the exposing in step S10. In one embodiment, individual pixels of image sensor 46 are configured to provide sensor data comprising RGB values. Pixel locations of image sensor 46 may correspond to regions 28 of optical interface 27. Accordingly, a plurality of pixels of image sensor 46 may be identified which correspond to individual ones of regions 28. RGB values from individual ones of the pixels which correspond to respective individual regions 28 and may be averaged using processing circuitry 34, 40 or other desired circuitry in one embodiment to provide a single averaged RGB value for each of regions 28. According to one embodiment, the sensor data comprising averaged RGB values may be utilized for calibration of imaging device 14 as described below.
Data acquisition operations are described below with respect to another embodiment of calibration instrument 12. Calibration instrument 12 according to the other presently described embodiment includes an optical interface having a single region (not shown) to output light for calibration of imaging device 14. For example, as opposed to arranging light emitting devices of different wavelengths and/or intensities according to regions 26 as described above, light emitting devices of the light source having different wavelengths or intensities may be distributed around an entirety of the area of the region of the optical interface.
In one embodiment, it is desired for the light emitting devices of the light source to provide a substantially uniform distribution of light across an entirety of the area of the region of the optical interface. In one possible implementation, individual ones of the light emitting devices comprising twenty different wavelengths or intensities may be positioned adjacent to one another in sequence in both rows and columns to provide a substantially uniform emission of light across the region of the optical interface for individual ones of the wavelengths on intensities. Other patterns of distribution of the light emitting devices are possible.
In one operational embodiment, only the light emitting devices of a common wavelength or intensity may be controlled to emit light at any given moment in time. According to this embodiment, the light emitting devices of a first wavelength of light may be controlled to emit respective light substantially uniform across the area of the region. Thereafter, the light emitting devices for the remaining wavelengths may be sequentially individually controlled to emit light of the respective wavelengths in sequence providing temporal and spectral separation of the emitted light. If present, light emitting devices having different intensities for a given wavelength may thereafter be individually configured to emit light in sequence to enable transduction calibration operations described further below. Accordingly, in one embodiment, the light emitting devices of respective wavelengths or intensities may be sequentially configured to emit respective light. More specifically, light emitting devices having a common wavelength may be sequentially controlled to individually emit light starting at 375 nm and progressing to 725 nm and followed by the emission of light from light emitting devices configured to provide light of a common wavelength and varied intensity from W1 to W5. Imaging device 14 may sense emitted light for each of the respective emitted wavelengths 375 nm-725 nm and intensities W1-W5 of light in one embodiment. Sensor data is then provided by imaging device 14 for each of the wavelengths and intensities of light.
At a step S20, the calibration instrument is controlled to emit light having a single wavelength. The image sensor of the imaging device to be calibrated is exposed to the emitted light.
At a step S22, an average RGB value for the respective wavelength may be determined from pixel sensor data of the image sensor using processing circuitry 34, 40 or other desired circuitry.
Thereafter, the processing may return to step S20 whereupon the instrument controls the emission of light of the next wavelength enabling generation of sensor data for the respective wavelength using the imaging device 14. The process of
The above-described embodiments are provided to illustrate exemplary data acquisition techniques for implementing imaging device calibration operations. Other data acquisition methods and/or apparatus may be used in the other embodiments.
In the illustrated exemplary processing of
Steps S30-S34 illustrate exemplary processing for determining a responsivity function of imaging device 14.
Steps S40-S44 illustrate exemplary processing for determining a transduction function of imaging device 14. Other processing may be utilized according to other arrangements (not shown).
At step S30, the sensor data obtained from image sensor 46 including the averaged RGB values described above for the respective individual regions 28 of rows 60 in the described embodiment may define a matrix r.
At step S32, the emission characteristic comprising spectral power distributions (SPDs) of the regions 28 in the described embodiment may define a matrix S.
At step S34, the responsivity function R may be determined using matrices r, S and the equation R=pinv(ST)rT in the described example.
The transduction function may be determined in parallel with the determination of the responsivity function in the illustrated example.
Referring to step S40, the sensor data from image sensor 46 including the averaged RGB values for the respective individual regions 28 of row 62 in the described embodiment may define a matrix rw.
At step S42, the emission characteristic comprising spectral power distributions of the regions 28 in the described embodiment may define a matrix Sw.
At step S44, the transduction function g(x)→g(1TSw)=rw may be solved using matrices rw, Sw in the described example.
The above-described methods of
Once determined, the optical characteristics may be used to calibrate the respective imaging devices 14. For example, optical characteristics comprising responsivity and transductance functions may be used to increase the accuracy of image processing algorithms (e.g., illuminant estimation and color correction) of respective imaging devices 14, and also to increase the color accuracy of final reproductions.
As described herein in one embodiment, the exemplary apparatus and/or methods may be used to determine whether components of imaging device 14 are defective (e.g., sensor 46, filter 48, etc.). For example, the ability of the respective imaging devices 14 to remove infrared or other light may also be monitored using calibration instruments 12 discussed above and configured to emit infrared or other light. For example, a filter of imaging device 14 and configured to remove certain light (e.g., infrared) may be identified as defective if the sensor data generated by the respective imaging device 14 responsive to light emitted from optical interface 27 of calibration instrument 12 (and including infrared or other desired light) indicates that the received light included emitted infrared or the other light which was not removed by filter 48.
In one embodiment, the determined optical characteristics may be communicated to respective imaging devices 14 which implement appropriate calibration if the optical characteristics were determined using processing circuitry 34 of calibration instrument 12 (or other processing circuitry external of imaging devices 14). Alternately, processing circuitry 40 of imaging devices 14 may determine the optical characteristics of the respective devices 14. In another embodiment, the calibration may be performed externally of imaging devices 14 using the determined optical characteristics and the calibrated image processing algorithms may be subsequently provided to the respective imaging devices 14. In yet another embodiment, processing circuitry 40 of imaging devices 14 may be configured to utilize the determined (e.g., internally or externally) optical characteristics to implement the calibration internally of the imaging devices 14. In sum, any appropriate processing circuitry may be configured to generate one or more optical characteristic for the respective imaging devices 14 and the same or other processing circuitry may utilize the one or more optical characteristic to implement the calibration.
The relatively high and constant singular value decomposition using the exemplary emissive calibration instrument 12 of
Further, with respect to
Table 1 compares the calibration procedures using reflective charts, the calibration instrument 12 of
1. Uniformly illuminate
1. Turn on the
1. Set monochromator to a
the chart using
specified wavelength and
an ambient source.
2. Take a
2. Take a photograph
2. Take a photograph of the
of the chart
light exiting the
3. Run software
3. Measure the power level
of the light exiting the
4. Repeat steps 1-3 for
each wavelength of
the visible spectrum.
5. Run software to
Table 2 compares approximate cost of devices configured to implement the above-described three calibration methods.
$200-$400 (est. retail)
Table 3 compares the number of singular values of the three methods and devices including the calibration instrument of
15-20 (depends on
number of emissive
Reflective charts because they have broadband, highly-correlated patch colors, only contribute approximately 4 measurements that can be used for calibration. This is typically not adequate for calibrations of imaging devices 14 comprising cameras. The monochromator, on the other hand, produces over 50 calibration measurements because it typically uses narrow-band sources. Hence, the monochromator produces calibration results of increased accuracy, but the calibration time is relatively long and the cost is relatively expensive. The exemplary calibration instrument 12 of
Accordingly, at least some aspects of the disclosure allow for quick, accurate, and relatively inexpensive determination and calibrations of responsivity and transduction functions of imaging devices 14 and may be utilized to calibrate imaging devices on the manufacturing line in at least one implementation. As discussed above, imaging devices 14 of the same model or using the same type of components may have different responsivity and transduction functions due to sensor and/or color filter manufacturing variations. Calibration instruments 12 described herein may be used for determining optical characteristics of the devices 14 and calibrating the devices 14 before the imaging devices 14 are shipped to a customer or dealer. The relatively quick and accurate calibrations may improve the overall color reproduction quality of individually calibrated imaging devices 14.
Calibration instruments 12 or methods discussed herein may also be used by professional or prosumer photographers for calibration of high-end imaging devices 14. It is believed that such calibrations would improve the overall color reproduction quality of the resulting images generated by such calibrated imaging devices 14. At least some such calibration aspects may be focused to a more professional market inasmuch as some calibration aspects utilize raw image data from the imaging device 14 and typically, raw image data is provided by imaging devices 14 developed for these markets.
The protection sought is not to be limited to the disclosed embodiments, which are given by way of example only, but instead is to be limited only by the scope of the appended claims.
|Cited Patent||Filing date||Publication date||Applicant||Title|
|US4750148||3 Jun 1986||7 Jun 1988||The United States Of America As Represented By The Secretary Of The Air Force||Optical Gaussian convolvers|
|US5348003||3 Sep 1992||20 Sep 1994||Sirraya, Inc.||Method and apparatus for chemical analysis|
|US5355234||17 Dec 1993||11 Oct 1994||Samsung Electronics Co., Ltd.||Image scanning apparatus|
|US5371690||17 Jan 1992||6 Dec 1994||Cognex Corporation||Method and apparatus for inspection of surface mounted devices|
|US5579106||21 Feb 1995||26 Nov 1996||Oriel Corporation||Method and apparatus for providing astigmatism-reduced images with spectroscopic instruments|
|US5760829||6 Jun 1995||2 Jun 1998||United Parcel Service Of America, Inc.||Method and apparatus for evaluating an imaging device|
|US6125223||31 Aug 1998||26 Sep 2000||Oriel Corporation||Spectrally resolved light|
|US6205244 *||23 Jun 1998||20 Mar 2001||Intel Corporation||Method for imager device color calibration utilizing light-emitting diodes or other spectral light sources|
|US6211911||17 May 1999||3 Apr 2001||Olympus Optical Co., Ltd.||Image processing apparatus|
|US6363220||16 Mar 2000||26 Mar 2002||Olympus Optical Co., Ltd.||Camera and autofocus apparatus|
|US6538242||28 Sep 1999||25 Mar 2003||Mitsubishi Denki Kabushiki Kaisha||Method of measuring spectral responsivity characteristic of image pick-up device and method of configuring imaging data|
|US6597451||12 Oct 2000||22 Jul 2003||Matsushita Electric Industrial Co., Ltd.||Spectrometry measuring apparatus|
|US6639574||9 Jan 2002||28 Oct 2003||Landmark Screens Llc||Light-emitting diode display|
|US6655778||2 Oct 2001||2 Dec 2003||Hewlett-Packard Development Company, L.P.||Calibrating system for a compact optical sensor|
|US6759814||28 Mar 2002||6 Jul 2004||Eastman Kodak Company||Illuminator and method of making same|
|US6839088||4 Jun 2001||4 Jan 2005||The Board Of Trustees Of The Leland Stanford Junior University||System and method for estimating physical properties of objects and illuminants in a scene using modulated light emission|
|US6864916||4 Jun 1999||8 Mar 2005||The Trustees Of Columbia University In The City Of New York||Apparatus and method for high dynamic range imaging using spatially varying exposures|
|US7006690||25 Sep 2000||28 Feb 2006||Minolta Co., Ltd.||Test chart color measuring system and a color output apparatus correcting system|
|US7012634 *||28 Mar 2002||14 Mar 2006||Eastman Kodak Company||System and method for calibrating an image capture device|
|US7015954||9 Aug 1999||21 Mar 2006||Fuji Xerox Co., Ltd.||Automatic video system using multiple cameras|
|US7016533||18 Aug 2000||21 Mar 2006||Intel Corporation||Apparatus and method for imager device color calibration using spectral light source|
|US7075643 *||31 Jul 2002||11 Jul 2006||Rah Color Technologies Llc||System for distributing and controlling color reproduction at multiple sites|
|US7136157||22 Aug 2003||14 Nov 2006||Micron Technology, Inc.||Method and apparatus for testing image sensors|
|US7154546||3 Aug 2001||26 Dec 2006||Micron Technology, Inc.||Pixel optimization for color|
|US7158170||8 May 2003||2 Jan 2007||Dialog Imaging Systems Gmbh||Test system for camera modules|
|US7236195||6 Nov 2002||26 Jun 2007||Rochester Institute Of Technology||Method and system for optimizing a selection of spectral sensitivities|
|US7245319||11 Jun 1999||17 Jul 2007||Fujifilm Corporation||Digital image shooting device with lens characteristic correction unit|
|US7254319||13 Nov 2003||7 Aug 2007||Koninklijke Philips Electronics, N.V.||Heating system comprising at least two different radiations|
|US7280147||3 Jun 2003||9 Oct 2007||Ricoh Company, Ltd.||Auto focusing apparatus and image inputting apparatus|
|US7286166||20 Feb 2004||23 Oct 2007||Intel Corporation||Calibrating digital cameras for varying ambient light conditions|
|US7372486||15 Oct 2002||13 May 2008||Ricoh Company, Ltd.||Photographing apparatus and method of adjusting an image of a photographing object|
|US20020158975||5 Mar 2002||31 Oct 2002||Seiko Epson Corporation||Image processing method, recording medium, and image processing apparatus|
|US20020159066||27 Apr 2001||31 Oct 2002||International Business Machines Corporation||Portable colorimeter|
|US20020171842||4 Jun 2001||21 Nov 2002||Dicarlo Jeffrey M.||System and method for estimating physical properties of objects and illuminants in a scene using modulated light emission|
|US20030146663||6 Feb 2002||7 Aug 2003||Xenogen Corporation||Light calibration device for use in low level light imaging systems|
|US20030185004||28 Mar 2002||2 Oct 2003||Eastman Kodak Company||Illuminator and method of making same|
|US20030214259||13 Mar 2001||20 Nov 2003||Dowling Kevin J.||Light-emitting diode based products|
|US20030223007||3 Jun 2003||4 Dec 2003||Yasuo Takane||Digital photographing device|
|US20040081421||17 Oct 2003||29 Apr 2004||Fujitsu Limited||Wavelength multiplexing method and an apparatus thereof|
|US20040105264||14 Jul 2003||3 Jun 2004||Yechezkal Spero||Multiple Light-Source Illuminating System|
|US20040174433||2 Jun 2003||9 Sep 2004||Minolta Co., Ltd.||Image processing apparatus|
|US20040239798||7 Jul 2004||2 Dec 2004||Nayar Shree K.||Apparatus and method for high dynamic range imaging using spatially varying exposures|
|US20050036032||12 Dec 2003||17 Feb 2005||Samsung Electro-Mechanics Co., Ltd.||Image evaluation chart and performance test method using the same|
|US20050041136||2 Aug 2004||24 Feb 2005||Casio Computer Co., Ltd.||Image sensing apparatus, image sensing method, and recording medium which records photographing method|
|US20050219364||5 Apr 2004||6 Oct 2005||Dicarlo Jeffrey M||Imaging device calibration methods, imaging device calibration instruments, imaging devices, and articles of manufacture|
|EP0990881A2||28 Sep 1999||5 Apr 2000||Mitsubishi Denki Kabushiki Kaisha||Method of measuring spectral responsivity characteristic of image pick-up device|
|EP1349432A1||17 Mar 2003||1 Oct 2003||Eastman Kodak Company||Illuminator and method of making same|
|JP2002519877A||Title not available|
|JP2003331631A||Title not available|
|WO2005101856A1||28 Mar 2005||27 Oct 2005||Hewlett-Packard Development Company, L.P.||Imaging device calibration methods and imaging device calibration instruments|
|1||"About K-Series TV Optoliner Systems"; www.davidsonoptronics.com/tvon002.html; Mar. 26, 2002; 2 pp.|
|2||"Color Science"; "Concepts and Methods, Quantitative Data and Formulae,"; Wyszecki, G. et al.; John Wiley & Sons, Inc.; 1982; pp. 63-73.|
|3||"Cornerstone(TM) 260 1/4 m Motorized Monochromators"; http://www.newport.com/store/product.aspx?id=5385&Section=detail#; 1996; 1 pp.|
|4||"Imaging Device Analysis Methods, Imaging Device Analysis Systems, and Articles of Manufacture"; DiCarlo et al.; Feb. 8, 2005 Herewith.|
|5||"Imaging Device Analysis Systems and Imaging Device Analysis Methods"; DiCarlo et al.; Feb. 8, 2005.|
|6||"Imaging Device Analysis Systems and Imaging Device Analysis Methods"; Kholer et al.; Feb. 8, 2005.|
|7||"Melles Griot-Glossary"; "Barrel Distortion"; www.mellesgriot.com/glossary/wordlist/glossarydetails.asp?wID=102; Jan. 20, 2005; 1 pp.|
|8||"Melles Griot-Glossary"; "Pincushion Distortion"; www.mellesgriot.com/glossary/wordlist/glossarydetails.asp?wID=20188; Jan. 20, 2005; 1 pp.|
|9||"Cornerstone™ 260 1/4 m Motorized Monochromators"; http://www.newport.com/store/product.aspx?id=5385&Section=detail#; 1996; 1 pp.|
|10||"Melles Griot—Glossary"; "Barrel Distortion"; www.mellesgriot.com/glossary/wordlist/glossarydetails.asp?wID=102; Jan. 20, 2005; 1 pp.|
|11||"Melles Griot—Glossary"; "Pincushion Distortion"; www.mellesgriot.com/glossary/wordlist/glossarydetails.asp?wID=20188; Jan. 20, 2005; 1 pp.|
|12||International Search Report dated Jun. 22, 2005 (4 pgs).|
|Citing Patent||Filing date||Publication date||Applicant||Title|
|US9330464||12 Dec 2014||3 May 2016||Microsoft Technology Licensing, Llc||Depth camera feedback|
|U.S. Classification||358/504, 358/1.1, 348/187, 348/188, 358/1.9|
|International Classification||H04N1/46, H04N1/48, H04N1/60, H04N1/401, H04N17/00|
|Cooperative Classification||H04N17/002, H04N1/401, H04N1/484|
|5 Apr 2004||AS||Assignment|
Owner name: HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P., TEXAS
Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:DICARLO, JEFFREY M.;REEL/FRAME:015187/0830
Effective date: 20040405
|26 Apr 2017||FPAY||Fee payment|
Year of fee payment: 4